I ship privacy-first software and measurable AI systems.

Research

Academic background, publications, and what I'm open to.

Research focus

I'm interested in applied research at the intersection of:

  • LLM evaluation and reliability
  • Domain adaptation and efficient fine-tuning
  • Predictive modeling and time-series
  • Applied statistics and Bayesian methods

Open to collaborations

I'm open to:

  • Applied research collaborations
  • Eval methodology development
  • Time-series and forecasting research
  • LLM evaluation and reliability studies
  • Privacy-preserving engineering patterns

What to include when reaching out:

  • Topic and problem statement
  • Data access constraints
  • Expected outcome: paper/prototype
  • Timeline
  • Funding (if applicable)

Education

PhD in Geostatistics — Polytechnique Montréal

Experience

Current

Data Scientist — CAE

Montréal, Canada

Applied ML/statistical modeling and production systems.

Postdoc

Postdoctoral Researcher — Polytechnique Montréal

Montréal, Canada

Spatial statistics and network-based crash count modeling.

PhD

PhD Student — Polytechnique Montréal

Montréal, Canada

Mineral Engineering, focus on Geostatistics.

Internship

Geologist Intern — TotalEnergies

Pau, France

Reservoir Modeling & Characterization.

Publications

Google Scholar ResearchGate

Crash Counts on Networks

  • 2022 A process convolution model for crash count data on a network
  • 2022 A Process Convolution Model for Crash Count Data on a Network

Geostatistics & Simulation

  • 2018 Directional hydrostratigraphic units simulation using MCP algorithm
  • 2018 Calibration of categorical simulations by evolutionary gradual deformation method
  • 2017 Integration of multiple soft data sets in MPS through multinomial logistic regression
  • 2015 Feature-preserving interpolation and filtering of environmental time series
  • 2014 Multiple-point geostatistical simulation using enriched pattern databases
  • 2014 Multiple-point geostatistical simulation of dykes… Sungun porphyry copper system, Iran
  • 2013 Multiple-Point Geostatistical Simulation Using the Bunch-Pasting Direct Sampling Method
  • 2012 On the reduction of the ordinary kriging smoothing effect
  • 2011 Accounting for Secondary Variable for the Classification of Mineral Resources using Cokriging…
  • 2011 The Application of Multiple-Point Geostatistics in the Modeling of Dike…